# PRBench Finance

> Source: Benchize (https://benchize.com) — https://benchize.com/benchmarks/scale%3Aprbench-finance. When citing or reusing this content, credit "Benchize" and link to https://benchize.com/benchmarks/scale%3Aprbench-finance.

Realistic financial reasoning and decision tasks graded against detailed expert-written criteria.

Canonical URL: https://benchize.com/benchmarks/scale%3Aprbench-finance
Last updated: Wed, 21 Oct 2026 18:52:20 GMT

Reproduction and quotation must name Benchize, link to the canonical HTML URL, and retain individual source citations.

Realistic financial reasoning and decision tasks graded against detailed expert-written criteria.

Professional work · Models tested: 22 · Score publishers: [scale](https://labs.scale.com/leaderboard/prbench-finance)

## Model results

| # | Model | Score | ± |  |
| --- | --- | --- | --- | --- |
| 1 | [Muse Spark 1.3](https://benchize.com/models/muse-spark-1-3.md) | 59.54source score | CI 57.88–61.2 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 59.54 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration Muse Spark 1.3 sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 57.88–61.2 contaminationWarning Not reported rank 1 reportedConfidenceHalfWidth 1.66 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label Muse Spark 1.3 Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/0` |  |  |  |  |
| 2 | [Muse Spark 1.1](https://benchize.com/models/muse-spark-1-1.md) | 55.01source score | CI 54.87–55.15 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 55.01 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration Muse Spark 1.1 sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 54.87–55.15 contaminationWarning Not reported rank 3 reportedConfidenceHalfWidth 0.14 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label Muse Spark 1.1 Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/2` |  |  |  |  |
| 3 | [Claude Fable 5](https://benchize.com/models/claude-fable-5.md) | 53.86source score | CI 53.72–54 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 53.86 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration claude-fable 5 sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 53.72–54 contaminationWarning Not reported rank 4 reportedConfidenceHalfWidth 0.14 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label claude-fable 5 Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/3` |  |  |  |  |
| 4 | [Claude Opus 4.6](https://benchize.com/models/claude-opus-4-6-off.md)Non-thinking | 53.28source score | CI 53.1–53.46 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 53.2792 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort non-thinking Model configuration claude-opus-4-6 (Non-Thinking) sourceModelVersion Not reported thinkingEnabled false ### Reported statistics Uncertainty Confidence interval: 53.1–53.46 contaminationWarning Not reported rank 5 reportedConfidenceHalfWidth 0.1802 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label claude-opus-4-6 (Non-Thinking) Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/4` |  |  |  |  |
| 5 | [GPT-5](https://benchize.com/models/gpt-5.md) | 51.32source score | CI 51.15–51.49 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 51.32272595 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration gpt-5 sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 51.15–51.49 contaminationWarning Not reported rank 7 reportedConfidenceHalfWidth 0.1713853993 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label gpt-5 Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/6` |  |  |  |  |
| 6 | [GPT-5 Pro](https://benchize.com/models/gpt-5-pro.md) | 51.06source score | CI 50.48–51.65 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 51.06359778 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration gpt-5-pro sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 50.48–51.65 contaminationWarning Not reported rank 8 reportedConfidenceHalfWidth 0.5876640955 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label gpt-5-pro Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/7` |  |  |  |  |
| 7 | [GPT-5.6 Sol](https://benchize.com/models/gpt-5-6-sol-max.md)Max | 50.45source score | CI 50.12–50.78 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 50.45 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort max Model configuration gpt-5.6-sol (max) sourceModelVersion Not reported thinkingEnabled true ### Reported statistics Uncertainty Confidence interval: 50.12–50.78 contaminationWarning Not reported rank 10 reportedConfidenceHalfWidth 0.33 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label gpt-5.6-sol (max) Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/9` |  |  |  |  |
| 8 | [Gemini 4 Argon](https://benchize.com/models/gemini-4-argon.md) | 49.9source score | CI 49.48–50.32 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 49.9 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration Gemini 4 Argon sourceModelVersion gemini/gemini-4-argon thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 49.48–50.32 contaminationWarning Not reported rank 11 reportedConfidenceHalfWidth 0.42 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label Gemini 4 Argon Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/10` |  |  |  |  |
| 9 | [Gemini 3.8 Flash](https://benchize.com/models/gemini-3-8-flash.md) | 49.51source score | CI 47.85–51.17 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 49.51 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration Gemini 3.8 Flash sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 47.85–51.17 contaminationWarning Not reported rank 12 reportedConfidenceHalfWidth 1.66 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label Gemini 3.8 Flash Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/11` |  |  |  |  |
| 10 | [O3 Pro](https://benchize.com/models/o3-pro.md) | 49.08source score | CI 48.29–49.87 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 49.07887988 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration o3-pro sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 48.29–49.87 contaminationWarning Not reported rank 13 reportedConfidenceHalfWidth 0.7896984094 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label o3-pro Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/12` |  |  |  |  |
| 11 | [O3](https://benchize.com/models/o3.md) | 47.69source score | CI 47.25–48.14 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 47.69309428 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration o3 sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 47.25–48.14 contaminationWarning Not reported rank 15 reportedConfidenceHalfWidth 0.4457603295 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label o3 Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/14` |  |  |  |  |
| 12 | [GPT-6 Astra](https://benchize.com/models/gpt-6-astra.md) | 47.54source score | CI 45.85–49.23 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 47.54 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration GPT 6 Astra sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 45.85–49.23 contaminationWarning Not reported rank 16 reportedConfidenceHalfWidth 1.69 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label GPT 6 Astra Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/15` |  |  |  |  |
| 13 | [GPT-6.1 Sol](https://benchize.com/models/gpt-6-1-sol.md) | 46.21source score | CI 44.49–47.93 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 46.21 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration GPT 6.1 Sol sourceModelVersion gpt-6.1-sol thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 44.49–47.93 contaminationWarning Not reported rank 19 reportedConfidenceHalfWidth 1.72 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label GPT 6.1 Sol Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/18` |  |  |  |  |
| 14 | [GPT-5.4](https://benchize.com/models/gpt-5-4-high.md)High | 45.63source score | CI 45.07–46.18 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 45.627 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort high Model configuration gpt-5.4 (High) sourceModelVersion Not reported thinkingEnabled true ### Reported statistics Uncertainty Confidence interval: 45.07–46.18 contaminationWarning Not reported rank 21 reportedConfidenceHalfWidth 0.555 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label gpt-5.4 (High) Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/20` |  |  |  |  |
| 15 | [gpt-oss-120b](https://benchize.com/models/gpt-oss-120b.md) | 43.8source score | CI 41.84–45.76 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 43.802783 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration gpt-oss-120b sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 41.84–45.76 contaminationWarning Not reported rank 22 reportedConfidenceHalfWidth 1.960900427 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label gpt-oss-120b Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/21` |  |  |  |  |
| 16 | [Gemini 3.1 Pro](https://benchize.com/models/gemini-3-1-pro.md) | 41.87source score | CI 40.66–43.09 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 41.8728 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration gemini-3.1-pro sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 40.66–43.09 contaminationWarning Not reported rank 25 reportedConfidenceHalfWidth 1.2163 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label gemini-3.1-pro Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/24` |  |  |  |  |
| 17 | [O4 Mini](https://benchize.com/models/o4-mini.md) | 39.22source score | CI 38.7–39.73 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 39.21552546 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration o4-mini sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 38.7–39.73 contaminationWarning Not reported rank 27 reportedConfidenceHalfWidth 0.5144083467 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label o4-mini Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/26` |  |  |  |  |
| 18 | [Gemini 2.5 Pro](https://benchize.com/models/gemini-2-5-pro.md) | 38.92source score | CI 38.44–39.4 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 38.91719165 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration gemini-2.5-pro sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 38.44–39.4 contaminationWarning Not reported rank 30 reportedConfidenceHalfWidth 0.477940806 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label gemini-2.5-pro Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/29` |  |  |  |  |
| 19 | [Gemini 2.5 Flash](https://benchize.com/models/gemini-2-5-flash.md) | 38.41source score | CI 37.79–39.03 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 38.40960771 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration gemini-2.5-flash sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 37.79–39.03 contaminationWarning Not reported rank 31 reportedConfidenceHalfWidth 0.6185230903 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label gemini-2.5-flash Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/30` |  |  |  |  |
| 20 | [GPT-4.1](https://benchize.com/models/gpt-4-1.md) | 34.32source score | CI 34.06–34.58 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 34.3200519 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration gpt-4.1 sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 34.06–34.58 contaminationWarning Not reported rank 35 reportedConfidenceHalfWidth 0.2569233566 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label gpt-4.1 Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/34` |  |  |  |  |
| 21 | [R1 0528](https://benchize.com/models/deepseek-r1-0528.md) | 32.67source score | CI 32.03–33.31 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 32.6704915 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration deepseek-r1-0528 sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 32.03–33.31 contaminationWarning Not reported rank 36 reportedConfidenceHalfWidth 0.6427777423 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label deepseek-r1-0528 Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/35` |  |  |  |  |
| 22 | [GPT-4.1 Mini](https://benchize.com/models/gpt-4-1-mini.md) | 30.45source score | CI 30.02–30.87 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 30.44630977 \| source_score \| reported \| Higher is better \| ### Configuration Reasoning effort unknown Model configuration gpt-4.1-mini sourceModelVersion Not reported thinkingEnabled Not reported ### Reported statistics Uncertainty Confidence interval: 30.02–30.87 contaminationWarning Not reported rank 37 reportedConfidenceHalfWidth 0.4235883476 ### Source [Original source](https://labs.scale.com/leaderboard/prbench-finance) Source scale Original model label gpt-4.1-mini Observed 2026-10-21T16:35:34.798Z Evidence SHA-256 `948d67409f0ae9c93fd41428f634cfc93c7815a21f43690cecb9095c9d3ec8f1` Source locator `/rows/36` |  |  |  |  |

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Cite as: PRBench Finance — Benchize, https://benchize.com/benchmarks/scale%3Aprbench-finance (retrieved 2026-10-21)
